Overview

Dataset statistics

Number of variables	39
Number of observations	1355800
Missing cells	10
Missing cells (%)	< 0.1%
Total size in memory	178.4 MiB
Average record size in memory	138.0 B

Variable types

Categorical	26
Numeric	12
DateTime	1

Alerts

`Channel` is highly overall correlated with `contract_type`	High correlation
`approved_with_condition_flag` is highly overall correlated with `conditions_met`	High correlation
`avginvoice_l6m` is highly overall correlated with `avgnetpay_l9m` and 5 other fields	High correlation
`avgnetpay_l9m` is highly overall correlated with `avginvoice_l6m` and 11 other fields	High correlation
`bad` is highly overall correlated with `credit_score` and 4 other fields	High correlation
`client_type` is highly overall correlated with `avgnetpay_l9m` and 16 other fields	High correlation
`conditions_met` is highly overall correlated with `approved_with_condition_flag` and 1 other fields	High correlation
`contract_type` is highly overall correlated with `Channel` and 7 other fields	High correlation
`credit_score` is highly overall correlated with `bad` and 5 other fields	High correlation
`credit_score_band` is highly overall correlated with `credit_score` and 1 other fields	High correlation
`customer_value` is highly overall correlated with `avgnetpay_l9m` and 7 other fields	High correlation
`financed_deal_flag` is highly overall correlated with `client_type` and 7 other fields	High correlation
`income_band` is highly overall correlated with `client_type` and 3 other fields	High correlation
`internal_bscore` is highly overall correlated with `avgnetpay_l9m` and 18 other fields	High correlation
`internal_risk_ranking` is highly overall correlated with `client_type` and 3 other fields	High correlation
`invoice_amount` is highly overall correlated with `avginvoice_l6m` and 8 other fields	High correlation
`maxarrs_l12m_flag` is highly overall correlated with `internal_bscore` and 6 other fields	High correlation
`mediannetpay_l6m` is highly overall correlated with `avginvoice_l6m` and 11 other fields	High correlation
`monthly_income` is highly overall correlated with `avgnetpay_l9m` and 8 other fields	High correlation
`months_since_acc_creation_binned` is highly overall correlated with `client_type` and 7 other fields	High correlation
`monthssincemrrdpayment_flag` is highly overall correlated with `internal_bscore` and 6 other fields	High correlation
`no_active_subs` is highly overall correlated with `client_type`	High correlation
`obs_totalother` is highly overall correlated with `avginvoice_l6m` and 5 other fields	High correlation
`portfolio` is highly overall correlated with `bad` and 2 other fields	High correlation
`returned_debit_flag` is highly overall correlated with `internal_bscore` and 6 other fields	High correlation
`suminvoice_l3m` is highly overall correlated with `avginvoice_l6m` and 11 other fields	High correlation
`suminvoice_q1_to_q4` is highly overall correlated with `avgnetpay_l9m` and 9 other fields	High correlation
`sumnetpay_l3m` is highly overall correlated with `avgnetpay_l9m` and 12 other fields	High correlation
`thinfile` is highly overall correlated with `income_band`	High correlation
`times0_l3m` is highly overall correlated with `bad` and 12 other fields	High correlation
`times0_l6m` is highly overall correlated with `bad` and 10 other fields	High correlation
`timesrdpay_l6m_flag` is highly overall correlated with `internal_bscore` and 6 other fields	High correlation
`total_payment_reversals_flag` is highly overall correlated with `internal_bscore` and 6 other fields	High correlation
`contract_type` is highly imbalanced (72.0%)	Imbalance
`conditions_met` is highly imbalanced (65.3%)	Imbalance
`thinfile` is highly imbalanced (53.9%)	Imbalance
`no_lines_applied` is highly skewed (γ1 = 377.1342865)	Skewed
`invoice_amount` has 74268 (5.5%) zeros	Zeros
`obs_totalother` has 105978 (7.8%) zeros	Zeros
`suminvoice_l3m` has 67746 (5.0%) zeros	Zeros
`avginvoice_l6m` has 67257 (5.0%) zeros	Zeros
`sumnetpay_l3m` has 342212 (25.2%) zeros	Zeros
`avgnetpay_l9m` has 339504 (25.0%) zeros	Zeros
`mediannetpay_l6m` has 349695 (25.8%) zeros	Zeros
`monthly_income` has 55712 (4.1%) zeros	Zeros

Reproduction

Analysis started	2026-01-09 21:27:35.555051
Analysis finished	2026-01-09 21:31:09.524155
Duration	3 minutes and 33.97 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

client_type
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

NEW	829798
EXISTING	526002

Length

Max length	8
Median length	3
Mean length	4.9398215
Min length	3

Characters and Unicode

Total characters	6697410
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EXISTING
2nd row	EXISTING
3rd row	EXISTING
4th row	EXISTING
5th row	EXISTING

Common Values

Value	Count	Frequency (%)
NEW	829798	61.2%
EXISTING	526002	38.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
new	829798	61.2%
existing	526002	38.8%

Most occurring characters

Value	Count	Frequency (%)
N	1355800	20.2%
E	1355800	20.2%
I	1052004	15.7%
W	829798	12.4%
X	526002	7.9%
S	526002	7.9%
T	526002	7.9%
G	526002	7.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6697410	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	1355800	20.2%
E	1355800	20.2%
I	1052004	15.7%
W	829798	12.4%
X	526002	7.9%
S	526002	7.9%
T	526002	7.9%
G	526002	7.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6697410	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	1355800	20.2%
E	1355800	20.2%
I	1052004	15.7%
W	829798	12.4%
X	526002	7.9%
S	526002	7.9%
T	526002	7.9%
G	526002	7.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6697410	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	1355800	20.2%
E	1355800	20.2%
I	1052004	15.7%
W	829798	12.4%
X	526002	7.9%
S	526002	7.9%
T	526002	7.9%
G	526002	7.9%

contract_type
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

INDIVIDUAL	1289925
BUSINESS	65875

Length

Max length	10
Median length	10
Mean length	9.9028249
Min length	8

Characters and Unicode

Total characters	13426250
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BUSINESS
2nd row	BUSINESS
3rd row	BUSINESS
4th row	BUSINESS
5th row	BUSINESS

Common Values

Value	Count	Frequency (%)
INDIVIDUAL	1289925	95.1%
BUSINESS	65875	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
individual	1289925	95.1%
business	65875	4.9%

Most occurring characters

Value	Count	Frequency (%)
I	3935650	29.3%
D	2579850	19.2%
N	1355800	10.1%
U	1355800	10.1%
V	1289925	9.6%
A	1289925	9.6%
L	1289925	9.6%
S	197625	1.5%
B	65875	0.5%
E	65875	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13426250	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
I	3935650	29.3%
D	2579850	19.2%
N	1355800	10.1%
U	1355800	10.1%
V	1289925	9.6%
A	1289925	9.6%
L	1289925	9.6%
S	197625	1.5%
B	65875	0.5%
E	65875	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13426250	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
I	3935650	29.3%
D	2579850	19.2%
N	1355800	10.1%
U	1355800	10.1%
V	1289925	9.6%
A	1289925	9.6%
L	1289925	9.6%
S	197625	1.5%
B	65875	0.5%
E	65875	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13426250	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
I	3935650	29.3%
D	2579850	19.2%
N	1355800	10.1%
U	1355800	10.1%
V	1289925	9.6%
A	1289925	9.6%
L	1289925	9.6%
S	197625	1.5%
B	65875	0.5%
E	65875	0.5%

no_lines_applied
Real number (ℝ)

Skewed

Distinct	139
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1842713

Minimum	0
Maximum	9000
Zeros	263
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	9000
Range	9000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	18.440741
Coefficient of variation (CV)	15.571382
Kurtosis	173063.35
Mean	1.1842713
Median Absolute Deviation (MAD)	0
Skewness	377.13429
Sum	1605635
Variance	340.06093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1303705	96.2%
2	43490	3.2%
3	2843	0.2%
4	1244	0.1%
5	960	0.1%
10	503	< 0.1%
6	487	< 0.1%
20	290	< 0.1%
0	263	< 0.1%
7	248	< 0.1%
Other values (129)	1767	0.1%

Value	Count	Frequency (%)
0	263	< 0.1%
1	1303705	96.2%
2	43490	3.2%
3	2843	0.2%
4	1244	0.1%
5	960	0.1%
6	487	< 0.1%
7	248	< 0.1%
8	220	< 0.1%
9	117	< 0.1%

Value	Count	Frequency (%)
9000	4	< 0.1%
5000	1	< 0.1%
2598	1	< 0.1%
2500	1	< 0.1%
1580	1	< 0.1%
1500	36	< 0.1%
1342	1	< 0.1%
1100	1	< 0.1%
1000	1	< 0.1%
800	2	< 0.1%

financed_deal_flag
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

Y	888097
N	467703

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	888097	65.5%
N	467703	34.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
y	888097	65.5%
n	467703	34.5%

Most occurring characters

Value	Count	Frequency (%)
Y	888097	65.5%
N	467703	34.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Y	888097	65.5%
N	467703	34.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Y	888097	65.5%
N	467703	34.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Y	888097	65.5%
N	467703	34.5%

sales_region
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

KWAZULU NATAL	431499
GAUTENG	348881
NORTHERN GAUTENG	140878
WESTERN CAPE	127840
LIMPOPO	95050
Other values (3)	211652

Length

Max length	19
Median length	16
Mean length	10.900908
Min length	5

Characters and Unicode

Total characters	14779451
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	OTHER
2nd row	GAUTENG
3rd row	NORTHERN GAUTENG
4th row	NORTHERN GAUTENG
5th row	NORTHERN GAUTENG

Common Values

Value	Count	Frequency (%)
KWAZULU NATAL	431499	31.8%
GAUTENG	348881	25.7%
NORTHERN GAUTENG	140878	10.4%
WESTERN CAPE	127840	9.4%
LIMPOPO	95050	7.0%
OTHER	83183	6.1%
MPUMALANGA	64723	4.8%
EASTERN CAPE REGION	63746	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gauteng	489759	22.4%
kwazulu	431499	19.8%
natal	431499	19.8%
cape	191586	8.8%
northern	140878	6.5%
western	127840	5.9%
limpopo	95050	4.4%
other	83183	3.8%
mpumalanga	64723	3.0%
eastern	63746	2.9%

Most occurring characters

Value	Count	Frequency (%)
A	2233757	15.1%
N	1523069	10.3%
U	1417480	9.6%
E	1352324	9.2%
T	1336905	9.0%
G	1107987	7.5%
L	1022771	6.9%
	827709	5.6%
R	620271	4.2%
W	559339	3.8%
Other values (9)	2777839	18.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14779451	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	2233757	15.1%
N	1523069	10.3%
U	1417480	9.6%
E	1352324	9.2%
T	1336905	9.0%
G	1107987	7.5%
L	1022771	6.9%
	827709	5.6%
R	620271	4.2%
W	559339	3.8%
Other values (9)	2777839	18.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14779451	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	2233757	15.1%
N	1523069	10.3%
U	1417480	9.6%
E	1352324	9.2%
T	1336905	9.0%
G	1107987	7.5%
L	1022771	6.9%
	827709	5.6%
R	620271	4.2%
W	559339	3.8%
Other values (9)	2777839	18.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14779451	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	2233757	15.1%
N	1523069	10.3%
U	1417480	9.6%
E	1352324	9.2%
T	1336905	9.0%
G	1107987	7.5%
L	1022771	6.9%
	827709	5.6%
R	620271	4.2%
W	559339	3.8%
Other values (9)	2777839	18.8%

approved_with_condition_flag
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

N	1184273
Y	171527

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	Y
5th row	N

Common Values

Value	Count	Frequency (%)
N	1184273	87.3%
Y	171527	12.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
n	1184273	87.3%
y	171527	12.7%

Most occurring characters

Value	Count	Frequency (%)
N	1184273	87.3%
Y	171527	12.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	1184273	87.3%
Y	171527	12.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	1184273	87.3%
Y	171527	12.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	1184273	87.3%
Y	171527	12.7%

conditions_met
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

N	1267669
Y	88131

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	Y
5th row	N

Common Values

Value	Count	Frequency (%)
N	1267669	93.5%
Y	88131	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
n	1267669	93.5%
y	88131	6.5%

Most occurring characters

Value	Count	Frequency (%)
N	1267669	93.5%
Y	88131	6.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	1267669	93.5%
Y	88131	6.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	1267669	93.5%
Y	88131	6.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	1267669	93.5%
Y	88131	6.5%

activation_date
Date

Distinct	44
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.7 MiB

Minimum	2021-06-01 00:00:00
Maximum	2025-02-01 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=44)

portfolio
Categorical

High correlation

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

P0700	579043
P0600	179241
P0420	172189
P0500	141884
P0400	98990
Other values (2)	184453

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	6779000
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	P0700
2nd row	P0700
3rd row	P0700
4th row	P0700
5th row	P0700

Common Values

Value	Count	Frequency (%)
P0700	579043	42.7%
P0600	179241	13.2%
P0420	172189	12.7%
P0500	141884	10.5%
P0400	98990	7.3%
P0050	97008	7.2%
OTHER	87445	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
p0700	579043	42.7%
p0600	179241	13.2%
p0420	172189	12.7%
p0500	141884	10.5%
p0400	98990	7.3%
p0050	97008	7.2%
other	87445	6.4%

Most occurring characters

Value	Count	Frequency (%)
0	3632876	53.6%
P	1268355	18.7%
7	579043	8.5%
4	271179	4.0%
5	238892	3.5%
6	179241	2.6%
2	172189	2.5%
O	87445	1.3%
T	87445	1.3%
H	87445	1.3%
Other values (2)	174890	2.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6779000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	3632876	53.6%
P	1268355	18.7%
7	579043	8.5%
4	271179	4.0%
5	238892	3.5%
6	179241	2.6%
2	172189	2.5%
O	87445	1.3%
T	87445	1.3%
H	87445	1.3%
Other values (2)	174890	2.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6779000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	3632876	53.6%
P	1268355	18.7%
7	579043	8.5%
4	271179	4.0%
5	238892	3.5%
6	179241	2.6%
2	172189	2.5%
O	87445	1.3%
T	87445	1.3%
H	87445	1.3%
Other values (2)	174890	2.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6779000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	3632876	53.6%
P	1268355	18.7%
7	579043	8.5%
4	271179	4.0%
5	238892	3.5%
6	179241	2.6%
2	172189	2.5%
O	87445	1.3%
T	87445	1.3%
H	87445	1.3%
Other values (2)	174890	2.6%

Channel
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

Shops	560345
Direct	262316
Dealers	201232
Online	168541
National Chains	93579

Length

Max length	18
Median length	15
Mean length	6.9739947
Min length	5

Characters and Unicode

Total characters	9455342
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Business Solutions
2nd row	Business Solutions
3rd row	Business Solutions
4th row	Business Solutions
5th row	Business Solutions

Common Values

Value	Count	Frequency (%)
Shops	560345	41.3%
Direct	262316	19.3%
Dealers	201232	14.8%
Online	168541	12.4%
National Chains	93579	6.9%
Business Solutions	69787	5.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
shops	560345	36.9%
direct	262316	17.3%
dealers	201232	13.2%
online	168541	11.1%
national	93579	6.2%
chains	93579	6.2%
business	69787	4.6%
solutions	69787	4.6%

Most occurring characters

Value	Count	Frequency (%)
s	1134304	12.0%
e	903108	9.6%
o	793498	8.4%
i	757589	8.0%
n	663814	7.0%
h	653924	6.9%
S	630132	6.7%
p	560345	5.9%
l	533139	5.6%
a	481969	5.1%
Other values (10)	2343520	24.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9455342	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	1134304	12.0%
e	903108	9.6%
o	793498	8.4%
i	757589	8.0%
n	663814	7.0%
h	653924	6.9%
S	630132	6.7%
p	560345	5.9%
l	533139	5.6%
a	481969	5.1%
Other values (10)	2343520	24.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9455342	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	1134304	12.0%
e	903108	9.6%
o	793498	8.4%
i	757589	8.0%
n	663814	7.0%
h	653924	6.9%
S	630132	6.7%
p	560345	5.9%
l	533139	5.6%
a	481969	5.1%
Other values (10)	2343520	24.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9455342	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	1134304	12.0%
e	903108	9.6%
o	793498	8.4%
i	757589	8.0%
n	663814	7.0%
h	653924	6.9%
S	630132	6.7%
p	560345	5.9%
l	533139	5.6%
a	481969	5.1%
Other values (10)	2343520	24.8%

Term
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

36	696217
24	615242
Ot	44341

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2711600
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	24
2nd row	24
3rd row	24
4th row	24
5th row	24

Common Values

Value	Count	Frequency (%)
36	696217	51.4%
24	615242	45.4%
Ot	44341	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
36	696217	51.4%
24	615242	45.4%
ot	44341	3.3%

Most occurring characters

Value	Count	Frequency (%)
3	696217	25.7%
6	696217	25.7%
2	615242	22.7%
4	615242	22.7%
O	44341	1.6%
t	44341	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2711600	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	696217	25.7%
6	696217	25.7%
2	615242	22.7%
4	615242	22.7%
O	44341	1.6%
t	44341	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2711600	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	696217	25.7%
6	696217	25.7%
2	615242	22.7%
4	615242	22.7%
O	44341	1.6%
t	44341	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2711600	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	696217	25.7%
6	696217	25.7%
2	615242	22.7%
4	615242	22.7%
O	44341	1.6%
t	44341	1.6%

Phones
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

1	829230
0	405518
2+	121052

Length

Max length	2
Median length	1
Mean length	1.0892846
Min length	1

Characters and Unicode

Total characters	1476852
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	829230	61.2%
0	405518	29.9%
2+	121052	8.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	829230	61.2%
0	405518	29.9%
2	121052	8.9%

Most occurring characters

Value	Count	Frequency (%)
1	829230	56.1%
0	405518	27.5%
2	121052	8.2%
+	121052	8.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1476852	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	829230	56.1%
0	405518	27.5%
2	121052	8.2%
+	121052	8.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1476852	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	829230	56.1%
0	405518	27.5%
2	121052	8.2%
+	121052	8.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1476852	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	829230	56.1%
0	405518	27.5%
2	121052	8.2%
+	121052	8.2%

Bank
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

Bank_A	548787
Bank_B	274208
Bank_C	196882
Bank_D	167545
Bank_E	116617

Length

Max length	6
Median length	6
Mean length	5.9618225
Min length	5

Characters and Unicode

Total characters	8083039
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Bank_E
2nd row	Bank_E
3rd row	Bank_B
4th row	Bank_B
5th row	Bank_B

Common Values

Value	Count	Frequency (%)
Bank_A	548787	40.5%
Bank_B	274208	20.2%
Bank_C	196882	14.5%
Bank_D	167545	12.4%
Bank_E	116617	8.6%
Other	51761	3.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bank_a	548787	40.5%
bank_b	274208	20.2%
bank_c	196882	14.5%
bank_d	167545	12.4%
bank_e	116617	8.6%
other	51761	3.8%

Most occurring characters

Value	Count	Frequency (%)
B	1578247	19.5%
a	1304039	16.1%
n	1304039	16.1%
k	1304039	16.1%
_	1304039	16.1%
A	548787	6.8%
C	196882	2.4%
D	167545	2.1%
E	116617	1.4%
O	51761	0.6%
Other values (4)	207044	2.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8083039	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	1578247	19.5%
a	1304039	16.1%
n	1304039	16.1%
k	1304039	16.1%
_	1304039	16.1%
A	548787	6.8%
C	196882	2.4%
D	167545	2.1%
E	116617	1.4%
O	51761	0.6%
Other values (4)	207044	2.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8083039	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	1578247	19.5%
a	1304039	16.1%
n	1304039	16.1%
k	1304039	16.1%
_	1304039	16.1%
A	548787	6.8%
C	196882	2.4%
D	167545	2.1%
E	116617	1.4%
O	51761	0.6%
Other values (4)	207044	2.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8083039	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	1578247	19.5%
a	1304039	16.1%
n	1304039	16.1%
k	1304039	16.1%
_	1304039	16.1%
A	548787	6.8%
C	196882	2.4%
D	167545	2.1%
E	116617	1.4%
O	51761	0.6%
Other values (4)	207044	2.6%

credit_score
Real number (ℝ)

High correlation

Distinct	195
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	644.40435

Minimum	529
Maximum	723
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.7 MiB

Quantile statistics

Minimum	529
5-th percentile	587
Q1	617
median	644
Q3	673
95-th percentile	702
Maximum	723
Range	194
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	35.936447
Coefficient of variation (CV)	0.055766923
Kurtosis	-0.84080966
Mean	644.40435
Median Absolute Deviation (MAD)	28
Skewness	-0.045752169
Sum	8.7368341 × 10⁸
Variance	1291.4283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
616	14813	1.1%
633	14763	1.1%
589	14264	1.1%
640	13843	1.0%
623	13717	1.0%
620	13651	1.0%
602	13551	1.0%
654	13424	1.0%
626	13323	1.0%
630	13275	1.0%
Other values (185)	1217176	89.8%

Value	Count	Frequency (%)
529	1	< 0.1%
530	2	< 0.1%
531	3	< 0.1%
532	3	< 0.1%
533	7	< 0.1%
534	6	< 0.1%
535	4	< 0.1%
536	19	< 0.1%
537	8	< 0.1%
538	16	< 0.1%

Value	Count	Frequency (%)
723	628	< 0.1%
722	181	< 0.1%
721	19	< 0.1%
720	1258	0.1%
719	687	0.1%
718	780	0.1%
717	1533	0.1%
716	1732	0.1%
715	2350	0.2%
714	2065	0.2%

bad
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.7 MiB

0	1023146
1	332654

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1023146	75.5%
1	332654	24.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1023146	75.5%
1	332654	24.5%

Most occurring characters

Value	Count	Frequency (%)
0	1023146	75.5%
1	332654	24.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1023146	75.5%
1	332654	24.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1023146	75.5%
1	332654	24.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1023146	75.5%
1	332654	24.5%

times0_l3m
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

1	559363
3	472452
0	198739
2	125246

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
1	559363	41.3%
3	472452	34.8%
0	198739	14.7%
2	125246	9.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	559363	41.3%
3	472452	34.8%
0	198739	14.7%
2	125246	9.2%

Most occurring characters

Value	Count	Frequency (%)
1	559363	41.3%
3	472452	34.8%
0	198739	14.7%
2	125246	9.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	559363	41.3%
3	472452	34.8%
0	198739	14.7%
2	125246	9.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	559363	41.3%
3	472452	34.8%
0	198739	14.7%
2	125246	9.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	559363	41.3%
3	472452	34.8%
0	198739	14.7%
2	125246	9.2%

suminvoice_q1_to_q4
Real number (ℝ)

High correlation

Distinct	32074
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.499178

Minimum	-1
Maximum	331.15
Zeros	760
Zeros (%)	0.1%
Negative	869272
Negative (%)	64.1%
Memory size	20.7 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	107.98
95-th percentile	217.0305
Maximum	331.15
Range	332.15
Interquartile range (IQR)	108.98

Descriptive statistics

Standard deviation	81.793613
Coefficient of variation (CV)	1.5882508
Kurtosis	1.8587771
Mean	51.499178
Median Absolute Deviation (MAD)	0
Skewness	1.5502925
Sum	69822586
Variance	6690.1951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	869156	64.1%
331.15	27119	2.0%
100	1985	0.1%
0	760	0.1%
133.33	265	< 0.1%
66.67	169	< 0.1%
33.33	93	< 0.1%
106.5	87	< 0.1%
107.02	86	< 0.1%
112.26	83	< 0.1%
Other values (32064)	455997	33.6%

Value	Count	Frequency (%)
-1	869156	64.1%
-0.98	2	< 0.1%
-0.97	1	< 0.1%
-0.96	1	< 0.1%
-0.92	1	< 0.1%
-0.9	1	< 0.1%
-0.88	1	< 0.1%
-0.87	1	< 0.1%
-0.85	1	< 0.1%
-0.83	2	< 0.1%

Value	Count	Frequency (%)
331.15	27119	2.0%
331.13	3	< 0.1%
331.12	1	< 0.1%
331.1	2	< 0.1%
331.09	1	< 0.1%
331.08	2	< 0.1%
331.07	4	< 0.1%
331.05	2	< 0.1%
331.04	3	< 0.1%
331.03	1	< 0.1%

returned_debit_flag
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.7 MiB

0	966210
1	389590

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Most occurring characters

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

internal_risk_ranking
Categorical

High correlation

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

0	835967
1	248673
2	58069
4	53279
3	48532
Other values (6)	111280

Length

Max length	2
Median length	1
Mean length	1.0003548
Min length	1

Characters and Unicode

Total characters	1356281
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	835967	61.7%
1	248673	18.3%
2	58069	4.3%
4	53279	3.9%
3	48532	3.6%
5	26277	1.9%
9	26005	1.9%
6	22458	1.7%
7	18633	1.4%
8	17426	1.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	835967	61.7%
1	248673	18.3%
2	58069	4.3%
4	53279	3.9%
3	48532	3.6%
5	26277	1.9%
9	26005	1.9%
6	22458	1.7%
7	18633	1.4%
8	17426	1.3%

Most occurring characters

Value	Count	Frequency (%)
0	835967	61.6%
1	248673	18.3%
2	58069	4.3%
4	53279	3.9%
3	48532	3.6%
9	26967	2.0%
5	26277	1.9%
6	22458	1.7%
7	18633	1.4%
8	17426	1.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1356281	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	835967	61.6%
1	248673	18.3%
2	58069	4.3%
4	53279	3.9%
3	48532	3.6%
9	26967	2.0%
5	26277	1.9%
6	22458	1.7%
7	18633	1.4%
8	17426	1.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1356281	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	835967	61.6%
1	248673	18.3%
2	58069	4.3%
4	53279	3.9%
3	48532	3.6%
9	26967	2.0%
5	26277	1.9%
6	22458	1.7%
7	18633	1.4%
8	17426	1.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1356281	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	835967	61.6%
1	248673	18.3%
2	58069	4.3%
4	53279	3.9%
3	48532	3.6%
9	26967	2.0%
5	26277	1.9%
6	22458	1.7%
7	18633	1.4%
8	17426	1.3%

no_active_subs
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

1	661595
2	351385
3	132948
5+	130529
4	75314

Length

Max length	2
Median length	1
Mean length	1.0962745
Min length	1

Characters and Unicode

Total characters	1486329
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5+
2nd row	5+
3rd row	5+
4th row	5+
5th row	5+

Common Values

Value	Count	Frequency (%)
1	661595	48.8%
2	351385	25.9%
3	132948	9.8%
5+	130529	9.6%
4	75314	5.6%
0	4029	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	661595	48.8%
2	351385	25.9%
3	132948	9.8%
5	130529	9.6%
4	75314	5.6%
0	4029	0.3%

Most occurring characters

Value	Count	Frequency (%)
1	661595	44.5%
2	351385	23.6%
3	132948	8.9%
5	130529	8.8%
+	130529	8.8%
4	75314	5.1%
0	4029	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1486329	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	661595	44.5%
2	351385	23.6%
3	132948	8.9%
5	130529	8.8%
+	130529	8.8%
4	75314	5.1%
0	4029	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1486329	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	661595	44.5%
2	351385	23.6%
3	132948	8.9%
5	130529	8.8%
+	130529	8.8%
4	75314	5.1%
0	4029	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1486329	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	661595	44.5%
2	351385	23.6%
3	132948	8.9%
5	130529	8.8%
+	130529	8.8%
4	75314	5.1%
0	4029	0.3%

invoice_amount
Real number (ℝ)

High correlation Zeros

Distinct	262355
Distinct (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1063.3128

Minimum	-4964.28
Maximum	-0
Zeros	74268
Zeros (%)	5.5%
Negative	1281532
Negative (%)	94.5%
Memory size	20.7 MiB

Quantile statistics

Minimum	-4964.28
5-th percentile	-4168.485
Q1	-1268
median	-649.01
Q3	-349
95-th percentile	0
Maximum	-0
Range	4964.28
Interquartile range (IQR)	919

Descriptive statistics

Standard deviation	1159.5183
Coefficient of variation (CV)	-1.0904771
Kurtosis	3.8382469
Mean	-1063.3128
Median Absolute Deviation (MAD)	359.06
Skewness	-2.0584079
Sum	-1.4416395 × 10⁹
Variance	1344482.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0	74268	5.5%
-4964.28	54233	4.0%
-299	11192	0.8%
-199	7349	0.5%
-199.01	6932	0.5%
-399	6572	0.5%
-308.99	6226	0.5%
-229	5793	0.4%
-299.01	5287	0.4%
-249	4650	0.3%
Other values (262345)	1173298	86.5%

Value	Count	Frequency (%)
-4964.28	54233	4.0%
-4964.22	1	< 0.1%
-4963.83	1	< 0.1%
-4963.74	1	< 0.1%
-4963.7	1	< 0.1%
-4963.68	1	< 0.1%
-4963.54	1	< 0.1%
-4963.47	1	< 0.1%
-4963.46	1	< 0.1%
-4963.42	1	< 0.1%

Value	Count	Frequency (%)
-0	74268	5.5%
-0.01	52	< 0.1%
-0.02	8	< 0.1%
-0.03	2	< 0.1%
-0.04	3	< 0.1%
-0.05	2	< 0.1%
-0.06	1	< 0.1%
-0.07	1	< 0.1%
-0.08	4	< 0.1%
-0.09	3	< 0.1%

obs_totalother
Real number (ℝ)

High correlation Zeros

Distinct	242244
Distinct (%)	17.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	846.55519

Minimum	-10789.45
Maximum	3795.42
Zeros	105978
Zeros (%)	7.8%
Negative	73
Negative (%)	< 0.1%
Memory size	20.7 MiB

Quantile statistics

Minimum	-10789.45
5-th percentile	0
Q1	345.9
median	599.86
Q3	1080.57
95-th percentile	2618.2805
Maximum	3795.42
Range	14584.87
Interquartile range (IQR)	734.67

Descriptive statistics

Standard deviation	799.97285
Coefficient of variation (CV)	0.94497424
Kurtosis	3.6095732
Mean	846.55519
Median Absolute Deviation (MAD)	315.18
Skewness	1.836272
Sum	1.1477595 × 10⁹
Variance	639956.57
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	105978	7.8%
3795.42	27117	2.0%
8.69	3730	0.3%
85.22	1942	0.1%
17.38	1526	0.1%
199.13	1297	0.1%
476.52	1102	0.1%
373.04	1064	0.1%
351.31	1031	0.1%
320.87	978	0.1%
Other values (242234)	1210035	89.2%

Value	Count	Frequency (%)
-10789.45	1	< 0.1%
-10542.83	1	< 0.1%
-3409.53	1	< 0.1%
-2621.08	1	< 0.1%
-2126.54	1	< 0.1%
-2076.76	1	< 0.1%
-1371.55	1	< 0.1%
-1054.02	1	< 0.1%
-1036.19	1	< 0.1%
-938.71	1	< 0.1%

Value	Count	Frequency (%)
3795.42	27117	2.0%
3795.23	1	< 0.1%
3795.15	1	< 0.1%
3795.01	1	< 0.1%
3794.99	1	< 0.1%
3794.86	1	< 0.1%
3794.76	2	< 0.1%
3794.75	1	< 0.1%
3794.74	1	< 0.1%
3794.7	1	< 0.1%

times0_l6m
Categorical

High correlation

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

1	554428
6	437228
0	197216
2	77362
5	60635
Other values (2)	28931

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	6
2nd row	6
3rd row	6
4th row	6
5th row	6

Common Values

Value	Count	Frequency (%)
1	554428	40.9%
6	437228	32.2%
0	197216	14.5%
2	77362	5.7%
5	60635	4.5%
4	17807	1.3%
3	11124	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	554428	40.9%
6	437228	32.2%
0	197216	14.5%
2	77362	5.7%
5	60635	4.5%
4	17807	1.3%
3	11124	0.8%

Most occurring characters

Value	Count	Frequency (%)
1	554428	40.9%
6	437228	32.2%
0	197216	14.5%
2	77362	5.7%
5	60635	4.5%
4	17807	1.3%
3	11124	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	554428	40.9%
6	437228	32.2%
0	197216	14.5%
2	77362	5.7%
5	60635	4.5%
4	17807	1.3%
3	11124	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	554428	40.9%
6	437228	32.2%
0	197216	14.5%
2	77362	5.7%
5	60635	4.5%
4	17807	1.3%
3	11124	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	554428	40.9%
6	437228	32.2%
0	197216	14.5%
2	77362	5.7%
5	60635	4.5%
4	17807	1.3%
3	11124	0.8%

suminvoice_l3m
Real number (ℝ)

High correlation Zeros

Distinct	407621
Distinct (%)	30.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2201.4747

Minimum	0
Maximum	16614.44
Zeros	67746
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	20.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	368.99
median	772.39
Q3	2244.26
95-th percentile	10399.493
Maximum	16614.44
Range	16614.44
Interquartile range (IQR)	1875.27

Descriptive statistics

Standard deviation	3539.2766
Coefficient of variation (CV)	1.6076844
Kurtosis	7.6545429
Mean	2201.4747
Median Absolute Deviation (MAD)	513.41
Skewness	2.7876087
Sum	2.9847595 × 10⁹
Variance	12526479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67746	5.0%
16614.44	40675	3.0%
299	10710	0.8%
199	6986	0.5%
199.01	6756	0.5%
399	6377	0.5%
308.99	5909	0.4%
229	5609	0.4%
299.01	5133	0.4%
249	4522	0.3%
Other values (407611)	1195377	88.2%

Value	Count	Frequency (%)
0	67746	5.0%
0.01	49	< 0.1%
0.02	2	< 0.1%
0.04	3	< 0.1%
0.05	2	< 0.1%
0.06	1	< 0.1%
0.07	1	< 0.1%
0.08	5	< 0.1%
0.09	3	< 0.1%
0.1	2	< 0.1%

Value	Count	Frequency (%)
16614.44	40675	3.0%
16614.18	1	< 0.1%
16614.04	1	< 0.1%
16613.89	1	< 0.1%
16613.65	1	< 0.1%
16613.55	1	< 0.1%
16612.8	1	< 0.1%
16612.23	1	< 0.1%
16611.76	1	< 0.1%
16611.04	1	< 0.1%

avginvoice_l6m
Real number (ℝ)

High correlation Zeros

Distinct	234040
Distinct (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	853.42187

Minimum	0
Maximum	4103.56
Zeros	67257
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	20.7 MiB

Quantile statistics

Minimum	0
5-th percentile	10.2985
Q1	308.67
median	527.955
Q3	973.33
95-th percentile	3401.572
Maximum	4103.56
Range	4103.56
Interquartile range (IQR)	664.66

Descriptive statistics

Standard deviation	937.46296
Coefficient of variation (CV)	1.0984754
Kurtosis	4.5253984
Mean	853.42187
Median Absolute Deviation (MAD)	271.045
Skewness	2.2066638
Sum	1.1570694 × 10⁹
Variance	878836.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67257	5.0%
4103.56	54233	4.0%
299	9757	0.7%
199	6435	0.5%
199.01	6327	0.5%
399	5453	0.4%
308.99	5215	0.4%
229	5052	0.4%
299.01	4658	0.3%
249	4231	0.3%
Other values (234030)	1187182	87.6%

Value	Count	Frequency (%)
0	67257	5.0%
0.01	40	< 0.1%
0.02	2	< 0.1%
0.03	1	< 0.1%
0.04	2	< 0.1%
0.05	3	< 0.1%
0.06	2	< 0.1%
0.07	1	< 0.1%
0.08	4	< 0.1%
0.09	2	< 0.1%

Value	Count	Frequency (%)
4103.56	54233	4.0%
4103.3	1	< 0.1%
4103.26	2	< 0.1%
4103.19	1	< 0.1%
4103.09	1	< 0.1%
4103.08	1	< 0.1%
4103.06	1	< 0.1%
4102.91	1	< 0.1%
4102.87	1	< 0.1%
4102.79	1	< 0.1%

sumnetpay_l3m
Real number (ℝ)

High correlation Zeros

Distinct	344144
Distinct (%)	25.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1619.3438

Minimum	-0
Maximum	9904.89
Zeros	342212
Zeros (%)	25.2%
Negative	0
Negative (%)	0.0%
Memory size	20.7 MiB

Quantile statistics

Minimum	-0
5-th percentile	-0
Q1	-0
median	349.42
Q3	1889.91
95-th percentile	9904.89
Maximum	9904.89
Range	9904.89
Interquartile range (IQR)	1889.91

Descriptive statistics

Standard deviation	2647.8128
Coefficient of variation (CV)	1.6351147
Kurtosis	3.282452
Mean	1619.3438
Median Absolute Deviation (MAD)	349.42
Skewness	2.0568605
Sum	2.1955063 × 10⁹
Variance	7010912.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0	342212	25.2%
9904.89	67792	5.0%
18	1544	0.1%
120.75	1327	0.1%
200	966	0.1%
597	852	0.1%
328	785	0.1%
273	706	0.1%
185	683	0.1%
100.88	654	< 0.1%
Other values (344134)	938279	69.2%

Value	Count	Frequency (%)
-0	342212	25.2%
1.42109 × 10^-14	1	< 0.1%
2.84217 × 10^-14	1	< 0.1%
3.55271 × 10^-14	3	< 0.1%
4.9738 × 10^-14	1	< 0.1%
5.68434 × 10^-14	5	< 0.1%
7.10543 × 10^-14	1	< 0.1%
8.52651 × 10^-14	1	< 0.1%
1.13687 × 10^-13	7	< 0.1%
1.42109 × 10^-13	1	< 0.1%

Value	Count	Frequency (%)
9904.89	67792	5.0%
9904.62	1	< 0.1%
9904.53	1	< 0.1%
9904.28	1	< 0.1%
9904.2	1	< 0.1%
9904	1	< 0.1%
9903.72	1	< 0.1%
9903.69	1	< 0.1%
9903.19	1	< 0.1%
9903.18	1	< 0.1%

avgnetpay_l9m
Real number (ℝ)

High correlation Zeros

Distinct	204941
Distinct (%)	15.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	584.66066

Minimum	-0
Maximum	3440.01
Zeros	339504
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	20.7 MiB

Quantile statistics

Minimum	-0
5-th percentile	-0
Q1	-0
median	267.05
Q3	636.3425
95-th percentile	3139.741
Maximum	3440.01
Range	3440.01
Interquartile range (IQR)	636.3425

Descriptive statistics

Standard deviation	863.95341
Coefficient of variation (CV)	1.4777006
Kurtosis	4.0148791
Mean	584.66066
Median Absolute Deviation (MAD)	267.05
Skewness	2.1743319
Sum	7.9268292 × 10⁸
Variance	746415.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0	339504	25.0%
3440.01	61012	4.5%
18	1472	0.1%
120.75	1303	0.1%
200	1015	0.1%
328	733	0.1%
185	666	< 0.1%
273	636	< 0.1%
300	583	< 0.1%
230	561	< 0.1%
Other values (204931)	948315	69.9%

Value	Count	Frequency (%)
-0	339504	25.0%
0.01	27	< 0.1%
0.02	1	< 0.1%
0.03	1	< 0.1%
0.09	1	< 0.1%
0.1	1	< 0.1%
0.11	3	< 0.1%
0.13	1	< 0.1%
0.19	1	< 0.1%
0.2	1	< 0.1%

Value	Count	Frequency (%)
3440.01	61012	4.5%
3439.98	1	< 0.1%
3439.92	1	< 0.1%
3439.9	1	< 0.1%
3439.84	1	< 0.1%
3439.8	1	< 0.1%
3439.76	1	< 0.1%
3439.65	1	< 0.1%
3439.64	1	< 0.1%
3439.62	1	< 0.1%

mediannetpay_l6m
Real number (ℝ)

High correlation Zeros

Distinct	225191
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	560.68558

Minimum	-993.825
Maximum	3117.11
Zeros	349695
Zeros (%)	25.8%
Negative	342
Negative (%)	< 0.1%
Memory size	20.7 MiB

Quantile statistics

Minimum	-993.825
5-th percentile	-0
Q1	-0
median	257.42
Q3	618.12125
95-th percentile	3117.11
Maximum	3117.11
Range	4110.935
Interquartile range (IQR)	618.12125

Descriptive statistics

Standard deviation	813.1919
Coefficient of variation (CV)	1.4503528
Kurtosis	3.3747385
Mean	560.68558
Median Absolute Deviation (MAD)	257.42
Skewness	2.0525995
Sum	7.6017751 × 10⁸
Variance	661281.06
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0	349695	25.8%
3117.11	67791	5.0%
299	2851	0.2%
199	1966	0.1%
308.99	1669	0.1%
18	1539	0.1%
200	1313	0.1%
120.75	1302	0.1%
208.99	1109	0.1%
209	902	0.1%
Other values (225181)	925663	68.3%

Value	Count	Frequency (%)
-993.825	1	< 0.1%
-689.19	1	< 0.1%
-484.06	1	< 0.1%
-459.395	1	< 0.1%
-437	1	< 0.1%
-431	1	< 0.1%
-420.49	1	< 0.1%
-397.185	1	< 0.1%
-393.91	1	< 0.1%
-388.03	1	< 0.1%

Value	Count	Frequency (%)
3117.11	67791	5.0%
3117.065	1	< 0.1%
3117.015	1	< 0.1%
3117.01	1	< 0.1%
3116.975	1	< 0.1%
3116.925	1	< 0.1%
3116.825	1	< 0.1%
3116.815	1	< 0.1%
3116.8	1	< 0.1%
3116.76	1	< 0.1%

internal_bscore
Real number (ℝ)

High correlation

Distinct	215
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	621.29175

Minimum	502
Maximum	727
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.7 MiB

Quantile statistics

Minimum	502
5-th percentile	539
Q1	592
median	602
Q3	670
95-th percentile	721
Maximum	727
Range	225
Interquartile range (IQR)	78

Descriptive statistics

Standard deviation	55.97059
Coefficient of variation (CV)	0.090087451
Kurtosis	-0.93053632
Mean	621.29175
Median Absolute Deviation (MAD)	36
Skewness	0.32096629
Sum	8.4234736 × 10⁸
Variance	3132.707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
602	432366	31.9%
539	183971	13.6%
575	91124	6.7%
722	43350	3.2%
613	42626	3.1%
721	21513	1.6%
586	19623	1.4%
548	17529	1.3%
713	12482	0.9%
702	11444	0.8%
Other values (205)	479772	35.4%

Value	Count	Frequency (%)
502	8	< 0.1%
510	2	< 0.1%
511	170	< 0.1%
512	4	< 0.1%
513	1	< 0.1%
515	1	< 0.1%
517	6	< 0.1%
518	1	< 0.1%
519	26	< 0.1%
520	31	< 0.1%

Value	Count	Frequency (%)
727	4174	0.3%
726	5073	0.4%
725	82	< 0.1%
723	4	< 0.1%
722	43350	3.2%
721	21513	1.6%
720	4513	0.3%
719	229	< 0.1%
718	925	0.1%
717	8367	0.6%

monthly_income
Real number (ℝ)

High correlation Zeros

Distinct	1436
Distinct (%)	0.1%
Missing	5
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	19820.067

Minimum	0
Maximum	150000
Zeros	55712
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	20.7 MiB

Quantile statistics

Minimum	0
5-th percentile	2000
Q1	5300
median	12800
Q3	27800
95-th percentile	61300
Maximum	150000
Range	150000
Interquartile range (IQR)	22500

Descriptive statistics

Standard deviation	19955.36
Coefficient of variation (CV)	1.006826
Kurtosis	3.7217483
Mean	19820.067
Median Absolute Deviation (MAD)	8700
Skewness	1.7760843
Sum	2.6871948 × 10¹⁰
Variance	3.9821638 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55712	4.1%
4100	14799	1.1%
4500	12516	0.9%
4200	12333	0.9%
4300	11764	0.9%
5000	11705	0.9%
5400	11666	0.9%
4700	11529	0.9%
4000	11511	0.8%
4400	11215	0.8%
Other values (1426)	1191045	87.8%

Value	Count	Frequency (%)
0	55712	4.1%
100	10	< 0.1%
200	16	< 0.1%
300	18	< 0.1%
400	44	< 0.1%
500	47	< 0.1%
600	131	< 0.1%
700	57	< 0.1%
800	77	< 0.1%
900	561	< 0.1%

Value	Count	Frequency (%)
150000	29	< 0.1%
149800	9	< 0.1%
149600	1	< 0.1%
149500	1	< 0.1%
149100	3	< 0.1%
148900	1	< 0.1%
148800	1	< 0.1%
148500	1	< 0.1%
147900	1	< 0.1%
147700	2	< 0.1%

income_band
Categorical

High correlation

Distinct	17
Distinct (%)	< 0.1%
Missing	5
Missing (%)	< 0.1%
Memory size	11.6 MiB

R4,000 - R5,999	201246
R10,000 - R14,999	139941
<R4,000	136395
R15,000 - R19,999	125514
R6,000 - R7,999	121102
Other values (12)	631597

Length

Max length	24
Median length	17
Mean length	15.651908
Min length	7

Characters and Unicode

Total characters	21220778
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	R20,000 - R24,999
2nd row	R30,000 - R39,999
3rd row	R40,000 - R49,999
4th row	R30,000 - R39,999
5th row	R40,000 - R49,999

Common Values

Value	Count	Frequency (%)
R4,000 - R5,999	201246	14.8%
R10,000 - R14,999	139941	10.3%
<R4,000	136395	10.1%
R15,000 - R19,999	125514	9.3%
R6,000 - R7,999	121102	8.9%
R30,000 - R39,999	115629	8.5%
R20,000 - R24,999	107475	7.9%
R25,000 - R29,999	84933	6.3%
R8,000 - R9,999	78263	5.8%
R40,000 - R49,999	71177	5.2%
Other values (7)	174120	12.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	1156181	30.1%
r4,000	337641	8.8%
r5,999	201246	5.2%
r10,000	139941	3.6%
r14,999	139941	3.6%
r15,000	125514	3.3%
r19,999	125514	3.3%
r6,000	121102	3.2%
r7,999	121102	3.2%
r30,000	115629	3.0%
Other values (24)	1251482	32.6%

Most occurring characters

Value	Count	Frequency (%)
0	4460386	21.0%
9	4068476	19.2%
	2479498	11.7%
R	2456264	11.6%
,	2456264	11.6%
-	1156181	5.4%
4	727411	3.4%
1	538417	2.5%
5	503407	2.4%
2	384816	1.8%
Other values (24)	1989658	9.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	21220778	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4460386	21.0%
9	4068476	19.2%
	2479498	11.7%
R	2456264	11.6%
,	2456264	11.6%
-	1156181	5.4%
4	727411	3.4%
1	538417	2.5%
5	503407	2.4%
2	384816	1.8%
Other values (24)	1989658	9.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	21220778	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4460386	21.0%
9	4068476	19.2%
	2479498	11.7%
R	2456264	11.6%
,	2456264	11.6%
-	1156181	5.4%
4	727411	3.4%
1	538417	2.5%
5	503407	2.4%
2	384816	1.8%
Other values (24)	1989658	9.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	21220778	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4460386	21.0%
9	4068476	19.2%
	2479498	11.7%
R	2456264	11.6%
,	2456264	11.6%
-	1156181	5.4%
4	727411	3.4%
1	538417	2.5%
5	503407	2.4%
2	384816	1.8%
Other values (24)	1989658	9.4%

customer_value
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

Bronze	929257
Silver	169109
Onyx	97950
Platinum	80336
Gold	78667

Length

Max length	8
Median length	6
Mean length	5.8569074
Min length	3

Characters and Unicode

Total characters	7940795
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Onyx
2nd row	Onyx
3rd row	Onyx
4th row	Onyx
5th row	Onyx

Common Values

Value	Count	Frequency (%)
Bronze	929257	68.5%
Silver	169109	12.5%
Onyx	97950	7.2%
Platinum	80336	5.9%
Gold	78667	5.8%
Tin	481	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bronze	929257	68.5%
silver	169109	12.5%
onyx	97950	7.2%
platinum	80336	5.9%
gold	78667	5.8%
tin	481	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	1108024	14.0%
r	1098366	13.8%
e	1098366	13.8%
o	1007924	12.7%
B	929257	11.7%
z	929257	11.7%
l	328112	4.1%
i	249926	3.1%
S	169109	2.1%
v	169109	2.1%
Other values (11)	853345	10.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7940795	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	1108024	14.0%
r	1098366	13.8%
e	1098366	13.8%
o	1007924	12.7%
B	929257	11.7%
z	929257	11.7%
l	328112	4.1%
i	249926	3.1%
S	169109	2.1%
v	169109	2.1%
Other values (11)	853345	10.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7940795	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	1108024	14.0%
r	1098366	13.8%
e	1098366	13.8%
o	1007924	12.7%
B	929257	11.7%
z	929257	11.7%
l	328112	4.1%
i	249926	3.1%
S	169109	2.1%
v	169109	2.1%
Other values (11)	853345	10.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7940795	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	1108024	14.0%
r	1098366	13.8%
e	1098366	13.8%
o	1007924	12.7%
B	929257	11.7%
z	929257	11.7%
l	328112	4.1%
i	249926	3.1%
S	169109	2.1%
v	169109	2.1%
Other values (11)	853345	10.7%

thinfile
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.7 MiB

0	1223424
1	132376

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1223424	90.2%
1	132376	9.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1223424	90.2%
1	132376	9.8%

Most occurring characters

Value	Count	Frequency (%)
0	1223424	90.2%
1	132376	9.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1223424	90.2%
1	132376	9.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1223424	90.2%
1	132376	9.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1223424	90.2%
1	132376	9.8%

maxarrs_l12m_flag
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.7 MiB

0	1021954
1	333846

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1021954	75.4%
1	333846	24.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1021954	75.4%
1	333846	24.6%

Most occurring characters

Value	Count	Frequency (%)
0	1021954	75.4%
1	333846	24.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1021954	75.4%
1	333846	24.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1021954	75.4%
1	333846	24.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1021954	75.4%
1	333846	24.6%

total_payment_reversals_flag
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.7 MiB

0	966210
1	389590

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Most occurring characters

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	966210	71.3%
1	389590	28.7%

monthssincemrrdpayment_flag
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.7 MiB

0	853580
1	502220

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	853580	63.0%
1	502220	37.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	853580	63.0%
1	502220	37.0%

Most occurring characters

Value	Count	Frequency (%)
0	853580	63.0%
1	502220	37.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	853580	63.0%
1	502220	37.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	853580	63.0%
1	502220	37.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	853580	63.0%
1	502220	37.0%

timesrdpay_l6m_flag
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.7 MiB

0	936130
1	419670

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1355800
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	936130	69.0%
1	419670	31.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	936130	69.0%
1	419670	31.0%

Most occurring characters

Value	Count	Frequency (%)
0	936130	69.0%
1	419670	31.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	936130	69.0%
1	419670	31.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	936130	69.0%
1	419670	31.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1355800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	936130	69.0%
1	419670	31.0%

months_since_acc_creation_binned
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

<3	817827
100+	213288
3-40	167897
41-100	156788

Length

Max length	6
Median length	2
Mean length	3.0248724
Min length	2

Characters and Unicode

Total characters	4101122
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100+
2nd row	100+
3rd row	100+
4th row	100+
5th row	100+

Common Values

Value	Count	Frequency (%)
<3	817827	60.3%
100+	213288	15.7%
3-40	167897	12.4%
41-100	156788	11.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	817827	60.3%
100	213288	15.7%
3-40	167897	12.4%
41-100	156788	11.6%

Most occurring characters

Value	Count	Frequency (%)
3	985724	24.0%
0	908049	22.1%
<	817827	19.9%
1	526864	12.8%
-	324685	7.9%
4	324685	7.9%
+	213288	5.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4101122	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	985724	24.0%
0	908049	22.1%
<	817827	19.9%
1	526864	12.8%
-	324685	7.9%
4	324685	7.9%
+	213288	5.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4101122	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	985724	24.0%
0	908049	22.1%
<	817827	19.9%
1	526864	12.8%
-	324685	7.9%
4	324685	7.9%
+	213288	5.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4101122	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	985724	24.0%
0	908049	22.1%
<	817827	19.9%
1	526864	12.8%
-	324685	7.9%
4	324685	7.9%
+	213288	5.2%

credit_score_band
Categorical

High correlation

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 MiB

660-688	306538
610-635	302412
635-660	298989
<610	258272
688+	189589

Length

Max length	7
Median length	7
Mean length	6.0090109
Min length	4

Characters and Unicode

Total characters	8147017
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	688+
2nd row	688+
3rd row	688+
4th row	688+
5th row	688+

Common Values

Value	Count	Frequency (%)
660-688	306538	22.6%
610-635	302412	22.3%
635-660	298989	22.1%
<610	258272	19.0%
688+	189589	14.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
660-688	306538	22.6%
610-635	302412	22.3%
635-660	298989	22.1%
610	258272	19.0%
688	189589	14.0%

Most occurring characters

Value	Count	Frequency (%)
6	2869266	35.2%
0	1166211	14.3%
8	992254	12.2%
-	907939	11.1%
3	601401	7.4%
5	601401	7.4%
1	560684	6.9%
<	258272	3.2%
+	189589	2.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8147017	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
6	2869266	35.2%
0	1166211	14.3%
8	992254	12.2%
-	907939	11.1%
3	601401	7.4%
5	601401	7.4%
1	560684	6.9%
<	258272	3.2%
+	189589	2.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8147017	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
6	2869266	35.2%
0	1166211	14.3%
8	992254	12.2%
-	907939	11.1%
3	601401	7.4%
5	601401	7.4%
1	560684	6.9%
<	258272	3.2%
+	189589	2.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8147017	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
6	2869266	35.2%
0	1166211	14.3%
8	992254	12.2%
-	907939	11.1%
3	601401	7.4%
5	601401	7.4%
1	560684	6.9%
<	258272	3.2%
+	189589	2.3%

Interactions

Correlations

	Bank	Channel	Phones	Term	approved_with_condition_flag	avginvoice_l6m	avgnetpay_l9m	bad	client_type	conditions_met	contract_type	credit_score	credit_score_band	customer_value	financed_deal_flag	income_band	internal_bscore	internal_risk_ranking	invoice_amount	maxarrs_l12m_flag	mediannetpay_l6m	monthly_income	months_since_acc_creation_binned	monthssincemrrdpayment_flag	no_active_subs	no_lines_applied	obs_totalother	portfolio	returned_debit_flag	sales_region	suminvoice_l3m	suminvoice_q1_to_q4	sumnetpay_l3m	thinfile	times0_l3m	times0_l6m	timesrdpay_l6m_flag	total_payment_reversals_flag
Bank	1.000	0.104	0.056	0.080	0.057	0.134	0.151	0.290	0.325	0.087	0.222	0.214	0.236	0.172	0.382	0.208	0.187	0.171	0.142	0.187	0.150	0.191	0.205	0.249	0.132	0.012	0.108	0.194	0.305	0.072	0.153	0.147	0.157	0.155	0.205	0.161	0.291	0.305
Channel	0.104	1.000	0.265	0.208	0.257	0.223	0.211	0.310	0.213	0.366	0.668	0.167	0.180	0.167	0.358	0.163	0.143	0.116	0.225	0.177	0.214	0.153	0.116	0.179	0.161	0.012	0.113	0.259	0.213	0.359	0.221	0.098	0.194	0.135	0.163	0.134	0.198	0.213
Phones	0.056	0.265	1.000	0.358	0.138	0.125	0.123	0.011	0.070	0.055	0.111	0.124	0.112	0.079	0.139	0.068	0.083	0.083	0.132	0.012	0.128	0.064	0.067	0.051	0.254	0.006	0.127	0.331	0.049	0.097	0.074	0.070	0.077	0.042	0.054	0.058	0.049	0.049
Term	0.080	0.208	0.358	1.000	0.097	0.123	0.096	0.096	0.073	0.037	0.157	0.116	0.109	0.089	0.083	0.085	0.095	0.084	0.120	0.070	0.093	0.080	0.061	0.093	0.107	0.004	0.092	0.245	0.097	0.124	0.095	0.067	0.088	0.014	0.066	0.068	0.096	0.097
approved_with_condition_flag	0.057	0.257	0.138	0.097	1.000	0.191	0.189	0.097	0.084	0.679	0.354	0.180	0.175	0.183	0.255	0.170	0.123	0.137	0.198	0.043	0.175	0.138	0.096	0.028	0.161	0.014	0.137	0.351	0.064	0.085	0.227	0.097	0.202	0.070	0.105	0.112	0.059	0.064
avginvoice_l6m	0.134	0.223	0.125	0.123	0.191	1.000	0.514	0.174	0.470	0.322	0.612	0.334	0.197	0.465	0.368	0.195	0.312	0.167	-0.909	0.211	0.519	0.408	0.295	0.149	0.344	0.113	0.577	0.197	0.185	0.063	0.872	0.400	0.480	0.123	0.277	0.211	0.168	0.185
avgnetpay_l9m	0.151	0.211	0.123	0.096	0.189	0.514	1.000	0.329	0.718	0.302	0.588	0.486	0.238	0.573	0.431	0.216	0.705	0.247	-0.564	0.141	0.991	0.534	0.435	0.102	0.413	0.118	0.541	0.250	0.223	0.068	0.669	0.654	0.970	0.191	0.396	0.292	0.181	0.223
bad	0.290	0.310	0.011	0.096	0.097	0.174	0.329	1.000	0.359	0.009	0.116	0.510	0.499	0.350	0.483	0.419	0.539	0.373	0.216	0.356	0.363	0.347	0.352	0.309	0.287	0.003	0.238	0.527	0.404	0.195	0.277	0.351	0.336	0.233	0.503	0.504	0.380	0.404
client_type	0.325	0.213	0.070	0.073	0.084	0.470	0.718	0.359	1.000	0.049	0.224	0.498	0.491	0.825	0.506	0.543	0.920	0.931	0.617	0.053	0.706	0.500	0.945	0.050	0.796	0.007	0.498	0.727	0.274	0.153	0.759	0.914	0.872	0.229	0.907	0.952	0.212	0.274
conditions_met	0.087	0.366	0.055	0.037	0.679	0.322	0.302	0.009	0.049	1.000	0.548	0.107	0.102	0.247	0.050	0.177	0.090	0.142	0.321	0.014	0.285	0.175	0.042	0.054	0.209	0.018	0.099	0.124	0.045	0.057	0.340	0.068	0.292	0.013	0.034	0.045	0.043	0.045
contract_type	0.222	0.668	0.111	0.157	0.354	0.612	0.588	0.116	0.224	0.548	1.000	0.273	0.265	0.491	0.123	0.379	0.276	0.323	0.606	0.053	0.561	0.376	0.219	0.117	0.437	0.026	0.101	0.205	0.131	0.139	0.646	0.237	0.568	0.023	0.203	0.211	0.123	0.131
credit_score	0.214	0.167	0.124	0.116	0.180	0.334	0.486	0.510	0.498	0.107	0.273	1.000	0.857	0.273	0.683	0.259	0.620	0.232	-0.400	0.282	0.478	0.685	0.339	0.332	0.204	0.097	0.330	0.350	0.408	0.083	0.469	0.471	0.516	0.312	0.324	0.235	0.391	0.408
credit_score_band	0.236	0.180	0.112	0.109	0.175	0.197	0.238	0.499	0.491	0.102	0.265	0.857	1.000	0.300	0.674	0.377	0.342	0.341	0.218	0.276	0.240	0.325	0.333	0.327	0.224	0.004	0.180	0.415	0.402	0.107	0.235	0.256	0.250	0.286	0.319	0.283	0.386	0.402
customer_value	0.172	0.167	0.079	0.089	0.183	0.465	0.573	0.350	0.825	0.247	0.491	0.273	0.300	1.000	0.452	0.298	0.525	0.649	0.433	0.177	0.574	0.285	0.528	0.175	0.401	0.004	0.288	0.311	0.349	0.077	0.528	0.403	0.609	0.196	0.491	0.392	0.312	0.349
financed_deal_flag	0.382	0.358	0.139	0.083	0.255	0.368	0.431	0.483	0.506	0.050	0.123	0.683	0.674	0.452	1.000	0.580	0.557	0.493	0.449	0.218	0.446	0.494	0.489	0.222	0.448	0.004	0.434	0.961	0.347	0.212	0.429	0.479	0.466	0.284	0.533	0.544	0.313	0.347
income_band	0.208	0.163	0.068	0.085	0.170	0.195	0.216	0.419	0.543	0.177	0.379	0.259	0.377	0.298	0.580	1.000	0.211	0.189	0.207	0.195	0.213	0.802	0.334	0.239	0.240	0.007	0.203	0.281	0.356	0.073	0.220	0.181	0.222	0.656	0.320	0.233	0.324	0.356
internal_bscore	0.187	0.143	0.083	0.095	0.123	0.312	0.705	0.539	0.920	0.090	0.276	0.620	0.342	0.525	0.557	0.211	1.000	0.484	-0.444	0.813	0.691	0.598	0.698	0.785	0.359	0.093	0.373	0.321	0.887	0.076	0.595	0.757	0.778	0.249	0.793	0.581	0.857	0.887
internal_risk_ranking	0.171	0.116	0.083	0.084	0.137	0.167	0.247	0.373	0.931	0.142	0.323	0.232	0.341	0.649	0.493	0.189	0.484	1.000	0.206	0.345	0.242	0.185	0.656	0.311	0.357	0.011	0.219	0.305	0.386	0.063	0.253	0.328	0.292	0.218	0.558	0.436	0.370	0.386
invoice_amount	0.142	0.225	0.132	0.120	0.198	-0.909	-0.564	0.216	0.617	0.321	0.606	-0.400	0.218	0.433	0.449	0.207	-0.444	0.206	1.000	0.209	-0.558	-0.469	0.362	0.155	0.374	-0.115	-0.654	0.236	0.191	0.066	-0.946	-0.569	-0.580	0.164	0.347	0.261	0.171	0.191
maxarrs_l12m_flag	0.187	0.177	0.012	0.070	0.043	0.211	0.141	0.356	0.053	0.014	0.053	0.282	0.276	0.177	0.218	0.195	0.813	0.345	0.209	1.000	0.223	0.158	0.063	0.609	0.039	0.009	0.060	0.239	0.571	0.110	0.029	0.099	0.067	0.105	0.763	0.858	0.610	0.571
mediannetpay_l6m	0.150	0.214	0.128	0.093	0.175	0.519	0.991	0.363	0.706	0.285	0.561	0.478	0.240	0.574	0.446	0.213	0.691	0.242	-0.558	0.223	1.000	0.525	0.426	0.095	0.406	0.116	0.535	0.253	0.228	0.073	0.660	0.635	0.960	0.205	0.406	0.297	0.184	0.228
monthly_income	0.191	0.153	0.064	0.080	0.138	0.408	0.534	0.347	0.500	0.175	0.376	0.685	0.325	0.285	0.494	0.802	0.598	0.185	-0.469	0.158	0.525	1.000	0.310	0.210	0.227	0.111	0.350	0.245	0.311	0.063	0.533	0.502	0.561	0.270	0.288	0.210	0.284	0.311
months_since_acc_creation_binned	0.205	0.116	0.067	0.061	0.096	0.295	0.435	0.352	0.945	0.042	0.219	0.339	0.333	0.528	0.489	0.334	0.698	0.656	0.362	0.063	0.426	0.310	1.000	0.130	0.478	0.008	0.293	0.422	0.281	0.088	0.448	0.546	0.519	0.218	0.529	0.565	0.231	0.281
monthssincemrrdpayment_flag	0.249	0.179	0.051	0.093	0.028	0.149	0.102	0.309	0.050	0.054	0.117	0.332	0.327	0.175	0.222	0.239	0.785	0.311	0.155	0.609	0.095	0.210	0.130	1.000	0.066	0.007	0.034	0.243	0.828	0.115	0.084	0.084	0.092	0.084	0.519	0.549	0.873	0.828
no_active_subs	0.132	0.161	0.254	0.107	0.161	0.344	0.413	0.287	0.796	0.209	0.437	0.204	0.224	0.401	0.448	0.240	0.359	0.357	0.374	0.039	0.406	0.227	0.478	0.066	1.000	0.009	0.267	0.293	0.223	0.076	0.416	0.349	0.438	0.187	0.424	0.347	0.177	0.223
no_lines_applied	0.012	0.012	0.006	0.004	0.014	0.113	0.118	0.003	0.007	0.018	0.026	0.097	0.004	0.004	0.004	0.007	0.093	0.011	-0.115	0.009	0.116	0.111	0.008	0.007	0.009	1.000	-0.026	0.003	0.002	0.005	0.114	0.068	0.111	0.001	0.003	0.007	0.005	0.002
obs_totalother	0.108	0.113	0.127	0.092	0.137	0.577	0.541	0.238	0.498	0.099	0.101	0.330	0.180	0.288	0.434	0.203	0.373	0.219	-0.654	0.060	0.535	0.350	0.293	0.034	0.267	-0.026	1.000	0.225	0.152	0.054	0.640	0.432	0.542	0.175	0.271	0.218	0.120	0.152
portfolio	0.194	0.259	0.331	0.245	0.351	0.197	0.250	0.527	0.727	0.124	0.205	0.350	0.415	0.311	0.961	0.281	0.321	0.305	0.236	0.239	0.253	0.245	0.422	0.243	0.293	0.003	0.225	1.000	0.388	0.129	0.252	0.300	0.276	0.300	0.427	0.315	0.348	0.388
returned_debit_flag	0.305	0.213	0.049	0.097	0.064	0.185	0.223	0.404	0.274	0.045	0.131	0.408	0.402	0.349	0.347	0.356	0.887	0.386	0.191	0.571	0.228	0.311	0.281	0.828	0.223	0.002	0.152	0.388	1.000	0.136	0.222	0.275	0.262	0.145	0.632	0.631	0.948	1.000
sales_region	0.072	0.359	0.097	0.124	0.085	0.063	0.068	0.195	0.153	0.057	0.139	0.083	0.107	0.077	0.212	0.073	0.076	0.063	0.066	0.110	0.073	0.063	0.088	0.115	0.076	0.005	0.054	0.129	0.136	1.000	0.062	0.057	0.063	0.076	0.105	0.078	0.128	0.136
suminvoice_l3m	0.153	0.221	0.074	0.095	0.227	0.872	0.669	0.277	0.759	0.340	0.646	0.469	0.235	0.528	0.429	0.220	0.595	0.253	-0.946	0.029	0.660	0.533	0.448	0.084	0.416	0.114	0.640	0.252	0.222	0.062	1.000	0.709	0.712	0.186	0.399	0.300	0.175	0.222
suminvoice_q1_to_q4	0.147	0.098	0.070	0.067	0.097	0.400	0.654	0.351	0.914	0.068	0.237	0.471	0.256	0.403	0.479	0.181	0.757	0.328	-0.569	0.099	0.635	0.502	0.546	0.084	0.349	0.068	0.432	0.300	0.275	0.057	0.709	1.000	0.749	0.215	0.500	0.378	0.227	0.275
sumnetpay_l3m	0.157	0.194	0.077	0.088	0.202	0.480	0.970	0.336	0.872	0.292	0.568	0.516	0.250	0.609	0.466	0.222	0.778	0.292	-0.580	0.067	0.960	0.561	0.519	0.092	0.438	0.111	0.542	0.276	0.262	0.063	0.712	0.749	1.000	0.205	0.478	0.351	0.205	0.262
thinfile	0.155	0.135	0.042	0.014	0.070	0.123	0.191	0.233	0.229	0.013	0.023	0.312	0.286	0.196	0.284	0.656	0.249	0.218	0.164	0.105	0.205	0.270	0.218	0.084	0.187	0.001	0.175	0.300	0.145	0.076	0.186	0.215	0.205	1.000	0.246	0.250	0.128	0.145
times0_l3m	0.205	0.163	0.054	0.066	0.105	0.277	0.396	0.503	0.907	0.034	0.203	0.324	0.319	0.491	0.533	0.320	0.793	0.558	0.347	0.763	0.406	0.288	0.529	0.519	0.424	0.003	0.271	0.427	0.632	0.105	0.399	0.500	0.478	0.246	1.000	0.959	0.600	0.632
times0_l6m	0.161	0.134	0.058	0.068	0.112	0.211	0.292	0.504	0.952	0.045	0.211	0.235	0.283	0.392	0.544	0.233	0.581	0.436	0.261	0.858	0.297	0.210	0.565	0.549	0.347	0.007	0.218	0.315	0.631	0.078	0.300	0.378	0.351	0.250	0.959	1.000	0.631	0.631
timesrdpay_l6m_flag	0.291	0.198	0.049	0.096	0.059	0.168	0.181	0.380	0.212	0.043	0.123	0.391	0.386	0.312	0.313	0.324	0.857	0.370	0.171	0.610	0.184	0.284	0.231	0.873	0.177	0.005	0.120	0.348	0.948	0.128	0.175	0.227	0.205	0.128	0.600	0.631	1.000	0.948
total_payment_reversals_flag	0.305	0.213	0.049	0.097	0.064	0.185	0.223	0.404	0.274	0.045	0.131	0.408	0.402	0.349	0.347	0.356	0.887	0.386	0.191	0.571	0.228	0.311	0.281	0.828	0.223	0.002	0.152	0.388	1.000	0.136	0.222	0.275	0.262	0.145	0.632	0.631	0.948	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)